Investigation of the Pillars of Sustainability Risk Management as an Extension of Enterprise Risk Management on Palestinian Insurance Firms’ Profitability
Abstract
:1. Introduction
2. Literature Review and Hypothesis Development
2.1. Enterprise Risk Management (ERM)
2.2. Sustainability Risk Management (SRM)
3. Variables Selection and Methodology
3.1. Variables Description
3.2. Models Specification and Methodology
4. Discussion of the Results
5. Conclusions and Policy Implication
Limitations and Suggestions for Future Research
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
Stats | ROA | ROE | ERM1 | ERM2 | LZ | LV | LR | PR | INF | PSI |
---|---|---|---|---|---|---|---|---|---|---|
Mean | 0.042 | 0.080 | 0.2 | 5.328 | 7.638 | 5.290 | 7.00 | 0.596 | 2.747 | −1.98 |
Median | 0.026 | 0.065 | 0 | 4.716 | 7.711 | 1.874 | 7.022 | 0.288 | 2.436 | −1.89 |
SD | 0.068 | 0.564 | 0.40 | 4.720 | 0.302 | 18.467 | 0.326 | 1.292 | 2.315 | 0.0947 |
Min | −0.134 | −2.927 | 0 | −3.991 | 6.740 | −32.954 | 5.576 | −0.476 | −2.677 | −2.171 |
Max | 0.264 | 2.796 | 1 | 30.544 | 8.254 | 104.987 | 7.628 | 8.029 | 8.597 | −1.776 |
Descriptive statistics during crisis period 2007Q3–2009Q2 | ||||||||||
Mean | 0.037 | −0.084 | 0.25 | 7.280 | 7.483 | 13.660 | 6.671 | 0.337 | 5.939 | −2.014 |
Median | 0.020 | 0.045 | 0 | 4.124 | 7.686 | 1.458 | 6.696 | 0.153 | 7.032 | −2.007 |
SD | 0.072 | 0.438 | 0.437 | 7.837 | 0.335 | 30.602 | 0.391 | 0.670 | 2.610 | 0.0197 |
Min | −0.072 | −1.618 | 0 | 3.306 | 6.740 | −0.003 | 5.576 | −0.476 | 1.565 | −2.045 |
Max | 0.222 | 0.307 | 1 | 30.544 | 7.770 | 104.987 | 7.128 | 2.096 | 8.597 | −1.989 |
ROA | ROE | ERM1 | ERM2 | LZ | LV | LR | PR | INF | PSI | |
---|---|---|---|---|---|---|---|---|---|---|
ROA | 1.00 | |||||||||
ROE | −0.045 | 1.00 | ||||||||
ERM1 | 0.077 | 0.008 | 1.00 | |||||||
ERM2 | −0.048 | −0.406 | −0.046 | 1.00 | ||||||
LZ | 0.392 | −0.002 | −0.045 | −0.272 | 1.00 | |||||
LV | 0.070 | 0.410 | −0.074 | 0.092 | −0.261 | 1.00 | ||||
LR | 0.277 | 0.135 | 0.231 | −0.174 | 0.304 | −0.181 | 1.00 | |||
PR | −0.421 | −.445 | −0.081 | −0.008 | −0.378 | −0.029 | −0.030 | 1.00 | ||
INF | −0.156 | −0.173 | −0.175 | 0.108 | −0.202 | 0.122 | −0.382 | 0.048 | 1.00 | |
PSI | −0.094 | −0.046 | 0.044 | 0.016 | 0.0003 | −0.009 | 0.042 | −0.066 | −0.134 | 1.00 |
Null Hypothesis | Z-bar |
---|---|
ERM1 does not Granger-cause ROA | 0.15914** |
ROA does not Granger-cause ERM1 | 0.02504 |
ERM2 does not Granger-cause ROA | 3.0174 ** |
ROA does not Granger-cause ERM2 | 2.3880* |
LZ does not Granger-cause ROA | 3.8026 ** |
ROA does not Granger-cause LZ | −0.2318 |
LV does not Granger-cause ROA | 8.1732 ** |
ROA does not Granger-cause LV | 10.8276** |
LR does not Granger-cause ROA | 4.5906** |
ROA does not Granger-cause LR | 7.3141** |
RP does not Granger-cause ROA | 8.8476** |
ROA does not Granger-cause RP | 9.5526** |
INF does not Granger-cause ROA | 1.7315 |
ROA does not Granger-cause INF | 6.7585** |
PSI does not Granger-cause ROA | 3.6606** |
ROA does not Granger-cause PSI | 4.3394** |
ERM1 does not Granger-cause ROE | 0.01451* |
ROE does not Granger-cause ERM1 | 0.00770 |
ERM2 does not Granger-cause ROE | 4.0598** |
ROE does not Granger-cause ERM2 | 3.3314* |
LZ does not Granger-cause ROE | 3.9456** |
ROE does not Granger-cause LZ | 3.2513* |
LV does not Granger-cause ROE | 8.4491** |
ROE does not Granger-cause LV | 9.3404** |
LR does not Granger-cause ROE | 5.3417** |
ROE does not Granger-cause LR | 9.8300** |
RP does not Granger-cause ROE | 11.0075** |
ROE does not Granger-cause RP | 6.7802** |
INF does not Granger-cause ROE | 0.5795 |
ROE does not Granger-cause INF | 7.4712* |
PSI does not Granger-cause ROE | 4.4234** |
ROE does not Granger-cause PSI | 2.5319* |
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KMO and Bartlett’s Test | |||
---|---|---|---|
Kaiser-Meyer-Olkin | 0.533 | Chi^2= 71.112 | p-value 0.001 |
Principle component method “Extraction” | |||
Variables | Factor loading “Extraction” | Component | |
1 | 2 | ||
CRO | 0.685 | 0.829 | −0.054 |
RC | 0.774 | 0.872 | −0.117 |
Board independent | 0.717 | 0.412 | 0.738 |
BIG4 | 0.566 | 0.510 | 0.553 |
Size | 0.533 | 0.178 | −0.708 |
Leverage | 0.528 | −0.169 | 0.548 |
Total Variance Explained | |||
Component | Initial Eigenvalues | ||
Total | % of Variance | Cumulative % | |
1 | 2.062 | 34.367 | 34.367 |
2 | 1.542 | 25.692 | 60.059 |
Variables | Measure | Notation | Expected Sign | |
---|---|---|---|---|
Dependent variable | ||||
Profitability | Return on Assets | Net income /Average total assets | ROA | NA |
Return on Equity | Net income /Average total equity | ROE | NA | |
“Independent Variables” | ||||
Pillars of ERM | f(CRO, RC) “related to management” | ERM1 | + | |
f(SIZE, LEVERAGE, BOARDINDEP, BIG4) “related to control and ownership of the firm” | ERM2 | + | ||
Size | Log (total assets) | LZ | + | |
Leverage | 1/(total debt ÷total assets) × 100 | LV | (−/+) | |
loss reserves | (total losses paid out in claims + adjustment expenses/ total earned premiums)× 100 | LR | + | |
Premiums written | “Is the sum of premiums written by an insurance company over the course of a period of time, fewer premiums ceded to reinsurance companies, plus any reinsurance assumed”. | LPR | - | |
Inflation | “Inflation rate using the Consumer Price Index”. | INF | - | |
Political Stability Index | “The index of Political Stability and Absence of Violence/Terrorism measures perceptions of the likelihood that the government will be destabilized or overthrown by unconstitutional or violent means, including politically motivated violence and terrorism that measure the emerging sustainability risks”. | PSI | - | |
World Crisis | “Dummy for the crisis period by giving 1 for the period span (2007Q3 to 2009Q2), otherwise 0”. | Dumc | - |
Model 1 ROA | Model 2 ROE | |
---|---|---|
C | 0.0192 [0.87] | 0.9262 [2.88] |
0.8964 [84.44]** | 0.6632 [37.93]** | |
ERM1 | 0.0032 [1.97]* | 0.0600 [2.56]* |
LZ | 0.0109 [2.10]* | −0.4606 [−6.01]** |
LV | −0.00027 [−0.80] | −0.0112 [−20.96]** |
LR | 0.0168 [3.75]** | 0.4662[7.13]** |
PR | −0.0042 [−6.56]** | −0.0043[−0.43] |
INF | −0.0011 [−2.95]** | −0.0184 [−3.64]** |
PSI | −0.0227 [−4.19]** | −0.2914 [−3.73]** |
Dumc | −0.0077 [−3.86]** | −0.2144 [−7.37]** |
Chi^2(224) = 555.00 | Chi^2(224)= 511.70 | |
Z = 2.89 | Z = 0.45 | |
P–v = 0.154 | P−v =0.656 | |
Z = 2.02 | Z = 0.39 | |
P−v = 0.444 | P−v = 0.674 |
Model 1 ROA | Model 2 ROE | |
---|---|---|
C | −0.0089 [−0.38] | 1.4616 [4.20]** |
0.8904 [82.68]** | 0.6259 [34.62]** | |
ERM2 | −0.0044 [−3.58]** | −0.0259 [−1.45]** |
LZ | −0.0039 [−0.79] | −0.4191 [−5.62]** |
LV | −0.0012 [−3.75]** | −0.0124 [−2.73]** |
LR | 0.0105 [2.55]* | 0.3788 [6.21]** |
PR | −0.0041 [−6.23]** | −0.0224 [−2.20]** |
INF | −0.0011 [−3.07]** | −0.0236 [−4.61]** |
PSI | −0.0221[−4.07] | −0.3410 [−4.29]** |
Dumc*ERM2 | 0.0003 [1.12]* | 0.0402 [9.19]** |
Dumc | −0.0065 [−2.55]* | −0.0014 [−0.04] |
Chi^2(224) = 553.61 | Chi^2(224) = 515.67 | |
Z = 1.61 | Z = 0.77 | |
P−v = 0.108 | P−v = 0.440 | |
Z = 1.15 | Z = 0.72 | |
P – v = 0.521 | P−v = 0.471 |
Hypothesis | Result |
---|---|
H1: There is a positive relationship between ERM1 implementation and firms’ profitability. | Accepted |
H2: There is a positive relationship between ERM2 implementation and firms’ profitability. | Rejected |
H3: There is a negative relationship between political stability and firms’ profitability. | Accepted |
H4: There is a positive relationship between the interaction of financial crisis and ERM 2 implementation and firms’ profitability. | Accepted |
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Shaheen, R.; Ağa, M.; Rjoub, H.; Abualrub, A. Investigation of the Pillars of Sustainability Risk Management as an Extension of Enterprise Risk Management on Palestinian Insurance Firms’ Profitability. Sustainability 2020, 12, 4709. https://doi.org/10.3390/su12114709
Shaheen R, Ağa M, Rjoub H, Abualrub A. Investigation of the Pillars of Sustainability Risk Management as an Extension of Enterprise Risk Management on Palestinian Insurance Firms’ Profitability. Sustainability. 2020; 12(11):4709. https://doi.org/10.3390/su12114709
Chicago/Turabian StyleShaheen, Rami, Mehmet Ağa, Husam Rjoub, and Ahmad Abualrub. 2020. "Investigation of the Pillars of Sustainability Risk Management as an Extension of Enterprise Risk Management on Palestinian Insurance Firms’ Profitability" Sustainability 12, no. 11: 4709. https://doi.org/10.3390/su12114709
APA StyleShaheen, R., Ağa, M., Rjoub, H., & Abualrub, A. (2020). Investigation of the Pillars of Sustainability Risk Management as an Extension of Enterprise Risk Management on Palestinian Insurance Firms’ Profitability. Sustainability, 12(11), 4709. https://doi.org/10.3390/su12114709